// graph-tool -- a general graph modification and manipulation thingy // // Copyright (C) 2007-2012 Tiago de Paula Peixoto // // This program is free software; you can redistribute it and/or // modify it under the terms of the GNU General Public License // as published by the Free Software Foundation; either version 3 // of the License, or (at your option) any later version. // // This program is distributed in the hope that it will be useful, // but WITHOUT ANY WARRANTY; without even the implied warranty of // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the // GNU General Public License for more details. // // You should have received a copy of the GNU General Public License // along with this program. If not, see . #ifndef GRAPH_TRUST_HH #define GRAPH_TRUST_HH #include "graph.hh" #include "graph_filtering.hh" #include "graph_util.hh" namespace graph_tool { using namespace std; using namespace boost; struct get_eigentrust { template void operator()(Graph& g, VertexIndex vertex_index, EdgeIndex edge_index, TrustMap c, InferredTrustMap t, double epslon, size_t max_iter, size_t& iter) const { typedef typename property_traits::value_type c_type; typedef typename property_traits::value_type t_type; InferredTrustMap t_temp(vertex_index, num_vertices(g)); // Norm c values InferredTrustMap c_sum(vertex_index); if (typename is_directed::apply::type()) { TrustMap c_temp(edge_index, c.get_storage().size()); int i, N = num_vertices(g); #pragma omp parallel for default(shared) private(i) \ schedule(dynamic) for (i = 0; i < N; ++i) { typename graph_traits::vertex_descriptor v = vertex(i, g); if (v == graph_traits::null_vertex()) continue; c_type sum = 0; typename graph_traits::out_edge_iterator e, e_end; for (tie(e, e_end) = out_edges(v, g); e != e_end; ++e) sum += get(c, *e); if (sum > 0) for (tie(e, e_end) = out_edges(v, g); e != e_end; ++e) put(c_temp, *e, get(c, *e)/sum); } c = c_temp; } else { c_sum.reserve(num_vertices(g)); int i, N = num_vertices(g); #pragma omp parallel for default(shared) private(i) \ schedule(dynamic) for (i = 0; i < N; ++i) { typename graph_traits::vertex_descriptor v = vertex(i, g); if (v == graph_traits::null_vertex()) continue; c_sum[v] = 0; typename graph_traits::out_edge_iterator e, e_end; for (tie(e, e_end) = out_edges(v, g); e != e_end; ++e) c_sum[v] += c[*e]; } } // init inferred trust t int i, N = num_vertices(g), V = HardNumVertices()(g); #pragma omp parallel for default(shared) private(i) \ schedule(dynamic) for (i = 0; i < N; ++i) { typename graph_traits::vertex_descriptor v = vertex(i, g); if (v == graph_traits::null_vertex()) continue; t[v] = 1.0/V; } t_type delta = epslon + 1; iter = 0; while (delta >= epslon) { delta = 0; int i, N = num_vertices(g); #pragma omp parallel for default(shared) private(i) \ schedule(dynamic) reduction(+:delta) for (i = 0; i < N; ++i) { typename graph_traits::vertex_descriptor v = vertex(i, g); if (v == graph_traits::null_vertex()) continue; t_temp[v] = 0; typename in_edge_iteratorS::type e, e_end; for (tie(e, e_end) = in_edge_iteratorS::get_edges(v, g); e != e_end; ++e) { typename graph_traits::vertex_descriptor s = source(*e,g); if (!typename is_directed::apply::type()) t_temp[v] += get(c, *e)*t[s]/abs(c_sum[s]); else t_temp[v] += get(c, *e)*t[s]; } delta += abs(t_temp[v] - t[v]); } swap(t_temp, t); ++iter; if (max_iter > 0 && iter== max_iter) break; } if (iter % 2 != 0) { #pragma omp parallel for default(shared) private(i) \ schedule(dynamic) for (int i = 0; i < N; ++i) { typename graph_traits::vertex_descriptor v = vertex(i, g); if (v == graph_traits::null_vertex()) continue; t[v] = t_temp[v]; } } } }; } #endif